Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	86512
Missing cells	323414
Missing cells (%)	24.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.9 MiB
Average record size in memory	120.0 B

Variable types

Categorical	6
Numeric	9

Alerts

`country` has a high cardinality: 223 distinct values	High cardinality
`iso_code` has a high cardinality: 223 distinct values	High cardinality
`date` has a high cardinality: 483 distinct values	High cardinality
`vaccines` has a high cardinality: 84 distinct values	High cardinality
`source_name` has a high cardinality: 81 distinct values	High cardinality
`source_website` has a high cardinality: 119 distinct values	High cardinality
`total_vaccinations` is highly overall correlated with `people_vaccinated` and 5 other fields	High correlation
`people_vaccinated` is highly overall correlated with `total_vaccinations` and 3 other fields	High correlation
`people_fully_vaccinated` is highly overall correlated with `total_vaccinations` and 6 other fields	High correlation
`daily_vaccinations_raw` is highly overall correlated with `total_vaccinations` and 3 other fields	High correlation
`daily_vaccinations` is highly overall correlated with `total_vaccinations` and 3 other fields	High correlation
`total_vaccinations_per_hundred` is highly overall correlated with `total_vaccinations` and 3 other fields	High correlation
`people_vaccinated_per_hundred` is highly overall correlated with `total_vaccinations` and 3 other fields	High correlation
`people_fully_vaccinated_per_hundred` is highly overall correlated with `people_fully_vaccinated` and 2 other fields	High correlation
`vaccines` is highly overall correlated with `source_name`	High correlation
`source_name` is highly overall correlated with `vaccines`	High correlation
`total_vaccinations` has 42905 (49.6%) missing values	Missing
`people_vaccinated` has 45218 (52.3%) missing values	Missing
`people_fully_vaccinated` has 47710 (55.1%) missing values	Missing
`daily_vaccinations_raw` has 51150 (59.1%) missing values	Missing
`total_vaccinations_per_hundred` has 42905 (49.6%) missing values	Missing
`people_vaccinated_per_hundred` has 45218 (52.3%) missing values	Missing
`people_fully_vaccinated_per_hundred` has 47710 (55.1%) missing values	Missing

Reproduction

Analysis started	2023-03-14 19:15:51.332338
Analysis finished	2023-03-14 19:16:22.413538
Duration	31.08 seconds
Software version	pandas-profiling vv3.6.2
Download configuration	config.json

country
Categorical

Distinct	223
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	676.0 KiB

Norway	482
Latvia	480
Denmark	476
United States	471
Russia	470
Other values (218)	84133

Length

Max length	32
Median length	25
Mean length	8.7223507
Min length	4

Characters and Unicode

Total characters	754588
Distinct characters	56
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Afghanistan
2nd row	Afghanistan
3rd row	Afghanistan
4th row	Afghanistan
5th row	Afghanistan

Common Values

Value	Count	Frequency (%)
Norway	482	0.6%
Latvia	480	0.6%
Denmark	476	0.6%
United States	471	0.5%
Russia	470	0.5%
Canada	470	0.5%
China	470	0.5%
Israel	466	0.5%
Qatar	463	0.5%
Liechtenstein	463	0.5%
Other values (213)	81801	94.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
and	3213	2.9%
islands	2336	2.1%
united	1363	1.2%
saint	1237	1.1%
new	1193	1.1%
south	1157	1.0%
guinea	1108	1.0%
republic	1067	1.0%
ireland	899	0.8%
of	774	0.7%
Other values (250)	97814	87.2%

Most occurring characters

Value	Count	Frequency (%)
a	112929	15.0%
n	63394	8.4%
i	61229	8.1%
e	52076	6.9%
r	43279	5.7%
o	40746	5.4%
t	29627	3.9%
l	28889	3.8%
u	27920	3.7%
s	27341	3.6%
Other values (46)	267158	35.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	619785	82.1%
Uppercase Letter	107797	14.3%
Space Separator	25649	3.4%
Other Punctuation	392	0.1%
Open Punctuation	323	< 0.1%
Close Punctuation	323	< 0.1%
Dash Punctuation	319	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	112929	18.2%
n	63394	10.2%
i	61229	9.9%
e	52076	8.4%
r	43279	7.0%
o	40746	6.6%
t	29627	4.8%
l	28889	4.7%
u	27920	4.5%
s	27341	4.4%
Other values (16)	132355	21.4%

Uppercase Letter

Value	Count	Frequency (%)
S	12811	11.9%
C	9358	8.7%
M	8659	8.0%
B	8057	7.5%
I	7123	6.6%
A	6915	6.4%
G	6678	6.2%
N	6193	5.7%
T	5251	4.9%
L	4870	4.5%
Other values (15)	31882	29.6%

Space Separator

Value	Count	Frequency (%)
	25649	100.0%

Other Punctuation

Value	Count	Frequency (%)
'	392	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	323	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	323	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	319	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	727582	96.4%
Common	27006	3.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	112929	15.5%
n	63394	8.7%
i	61229	8.4%
e	52076	7.2%
r	43279	5.9%
o	40746	5.6%
t	29627	4.1%
l	28889	4.0%
u	27920	3.8%
s	27341	3.8%
Other values (41)	240152	33.0%

Common

Value	Count	Frequency (%)
	25649	95.0%
'	392	1.5%
(	323	1.2%
)	323	1.2%
-	319	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	754588	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	112929	15.0%
n	63394	8.4%
i	61229	8.1%
e	52076	6.9%
r	43279	5.7%
o	40746	5.4%
t	29627	3.9%
l	28889	3.8%
u	27920	3.7%
s	27341	3.6%
Other values (46)	267158	35.4%

iso_code
Categorical

Distinct	223
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	676.0 KiB

NOR	482
LVA	480
DNK	476
USA	471
RUS	470
Other values (218)	84133

Length

Max length	8
Median length	3
Mean length	3.1419456
Min length	3

Characters and Unicode

Total characters	271816
Distinct characters	27
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AFG
2nd row	AFG
3rd row	AFG
4th row	AFG
5th row	AFG

Common Values

Value	Count	Frequency (%)
NOR	482	0.6%
LVA	480	0.6%
DNK	476	0.6%
USA	471	0.5%
RUS	470	0.5%
CAN	470	0.5%
CHN	470	0.5%
ISR	466	0.5%
QAT	463	0.5%
LIE	463	0.5%
Other values (213)	81801	94.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
nor	482	0.6%
lva	480	0.6%
dnk	476	0.6%
usa	471	0.5%
rus	470	0.5%
can	470	0.5%
chn	470	0.5%
isr	466	0.5%
qat	463	0.5%
lie	463	0.5%
Other values (213)	81801	94.6%

Most occurring characters

Value	Count	Frequency (%)
R	19400	7.1%
A	19361	7.1%
N	19297	7.1%
M	16111	5.9%
S	15934	5.9%
L	14639	5.4%
G	13811	5.1%
B	13396	4.9%
I	12982	4.8%
C	12740	4.7%
Other values (17)	114145	42.0%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	269360	99.1%
Connector Punctuation	2456	0.9%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	19400	7.2%
A	19361	7.2%
N	19297	7.2%
M	16111	6.0%
S	15934	5.9%
L	14639	5.4%
G	13811	5.1%
B	13396	5.0%
I	12982	4.8%
C	12740	4.7%
Other values (16)	111689	41.5%

Connector Punctuation

Value	Count	Frequency (%)
_	2456	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	269360	99.1%
Common	2456	0.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	19400	7.2%
A	19361	7.2%
N	19297	7.2%
M	16111	6.0%
S	15934	5.9%
L	14639	5.4%
G	13811	5.1%
B	13396	5.0%
I	12982	4.8%
C	12740	4.7%
Other values (16)	111689	41.5%

Common

Value	Count	Frequency (%)
_	2456	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	271816	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	19400	7.1%
A	19361	7.1%
N	19297	7.1%
M	16111	5.9%
S	15934	5.9%
L	14639	5.4%
G	13811	5.1%
B	13396	4.9%
I	12982	4.8%
C	12740	4.7%
Other values (17)	114145	42.0%

date
Categorical

Distinct	483
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	676.0 KiB

2021-08-19	220
2021-08-17	220
2021-09-01	220
2021-08-31	220
2021-08-30	220
Other values (478)	85412

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	865120
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	< 0.1%

Sample

1st row	2021-02-22
2nd row	2021-02-23
3rd row	2021-02-24
4th row	2021-02-25
5th row	2021-02-26

Common Values

Value	Count	Frequency (%)
2021-08-19	220	0.3%
2021-08-17	220	0.3%
2021-09-01	220	0.3%
2021-08-31	220	0.3%
2021-08-30	220	0.3%
2021-08-29	220	0.3%
2021-08-28	220	0.3%
2021-08-27	220	0.3%
2021-08-26	220	0.3%
2021-08-25	220	0.3%
Other values (473)	84312	97.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2021-08-19	220	0.3%
2021-08-21	220	0.3%
2021-08-17	220	0.3%
2021-08-15	220	0.3%
2021-08-14	220	0.3%
2021-08-13	220	0.3%
2021-08-08	220	0.3%
2021-08-11	220	0.3%
2021-08-09	220	0.3%
2021-08-12	220	0.3%
Other values (473)	84312	97.5%

Most occurring characters

Value	Count	Frequency (%)
2	243442	28.1%
0	193470	22.4%
-	173024	20.0%
1	142748	16.5%
3	22572	2.6%
8	15399	1.8%
7	15344	1.8%
6	15021	1.7%
5	14976	1.7%
9	14751	1.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	692096	80.0%
Dash Punctuation	173024	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	243442	35.2%
0	193470	28.0%
1	142748	20.6%
3	22572	3.3%
8	15399	2.2%
7	15344	2.2%
6	15021	2.2%
5	14976	2.2%
9	14751	2.1%
4	14373	2.1%

Dash Punctuation

Value	Count	Frequency (%)
-	173024	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	865120	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	243442	28.1%
0	193470	22.4%
-	173024	20.0%
1	142748	16.5%
3	22572	2.6%
8	15399	1.8%
7	15344	1.8%
6	15021	1.7%
5	14976	1.7%
9	14751	1.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	865120	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	243442	28.1%
0	193470	22.4%
-	173024	20.0%
1	142748	16.5%
3	22572	2.6%
8	15399	1.8%
7	15344	1.8%
6	15021	1.7%
5	14976	1.7%
9	14751	1.7%

total_vaccinations
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	42828
Distinct (%)	98.2%
Missing	42905
Missing (%)	49.6%
Infinite	0
Infinite (%)	0.0%
Mean	45929645

Minimum	0
Maximum	3.263129 × 10⁹
Zeros	121
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	0
5-th percentile	29750
Q1	526410
median	3590096
Q3	17012304
95-th percentile	1.3804278 × 10⁸
Maximum	3.263129 × 10⁹
Range	3.263129 × 10⁹
Interquartile range (IQR)	16485894

Descriptive statistics

Standard deviation	2.2460036 × 10⁸
Coefficient of variation (CV)	4.8900958
Kurtosis	108.64256
Mean	45929645
Median Absolute Deviation (MAD)	3521244
Skewness	9.8451401
Sum	2.002854 × 10¹²
Variance	5.0445322 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	121	0.1%
39224	17	< 0.1%
70336	13	< 0.1%
70229	13	< 0.1%
43159	11	< 0.1%
10167	10	< 0.1%
8649	8	< 0.1%
6	7	< 0.1%
38589	6	< 0.1%
63011	6	< 0.1%
Other values (42818)	43395	50.2%
(Missing)	42905	49.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	121	0.1%
1	4	< 0.1%
2	5	< 0.1%
3	4	< 0.1%
4	3	< 0.1%
5	4	< 0.1%
6	7	< 0.1%
7	3	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
3263129000	1	< 0.1%
3259042000	1	< 0.1%
3254984000	1	< 0.1%
3251412000	1	< 0.1%
3247624000	1	< 0.1%
3243599000	1	< 0.1%
3239170000	1	< 0.1%
3234601000	1	< 0.1%
3230367000	1	< 0.1%
3226334000	1	< 0.1%

people_vaccinated
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	40194
Distinct (%)	97.3%
Missing	45218
Missing (%)	52.3%
Infinite	0
Infinite (%)	0.0%
Mean	17705078

Minimum	0
Maximum	1.275541 × 10⁹
Zeros	112
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	0
5-th percentile	21576.85
Q1	349464.25
median	2187310.5
Q3	9152519.8
95-th percentile	59177864
Maximum	1.275541 × 10⁹
Range	1.275541 × 10⁹
Interquartile range (IQR)	8803055.5

Descriptive statistics

Standard deviation	70787312
Coefficient of variation (CV)	3.9981361
Kurtosis	129.08684
Mean	17705078
Median Absolute Deviation (MAD)	2126537.5
Skewness	10.384116
Sum	7.3111348 × 10¹¹
Variance	5.0108435 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	112	0.1%
5823245	28	< 0.1%
2113080	13	< 0.1%
26708	11	< 0.1%
26716	11	< 0.1%
10167	10	< 0.1%
24773	10	< 0.1%
486242	10	< 0.1%
928107	8	< 0.1%
8649	8	< 0.1%
Other values (40184)	41073	47.5%
(Missing)	45218	52.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	112	0.1%
1	4	< 0.1%
2	5	< 0.1%
3	4	< 0.1%
4	3	< 0.1%
5	4	< 0.1%
6	7	< 0.1%
7	4	< 0.1%
8	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
1275541000	1	< 0.1%
1274734000	1	< 0.1%
1273811000	1	< 0.1%
1273470000	1	< 0.1%
1272537000	1	< 0.1%
1269302000	1	< 0.1%
1268180000	1	< 0.1%
1266426000	1	< 0.1%
1266070000	1	< 0.1%
1265034000	1	< 0.1%

people_fully_vaccinated
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	37425
Distinct (%)	96.5%
Missing	47710
Missing (%)	55.1%
Infinite	0
Infinite (%)	0.0%
Mean	14138300

Minimum	1
Maximum	1.240777 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	1
5-th percentile	9883.45
Q1	243962.25
median	1722140.5
Q3	7559869.5
95-th percentile	52111963
Maximum	1.240777 × 10⁹
Range	1.240777 × 10⁹
Interquartile range (IQR)	7315907.2

Descriptive statistics

Standard deviation	57139202
Coefficient of variation (CV)	4.0414479
Kurtosis	193.89413
Mean	14138300
Median Absolute Deviation (MAD)	1695386.5
Skewness	12.306464
Sum	5.4859431 × 10¹¹
Variance	3.2648884 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	72	0.1%
3	37	< 0.1%
5	30	< 0.1%
2	27	< 0.1%
1179	27	< 0.1%
19019	20	< 0.1%
4	17	< 0.1%
6	14	< 0.1%
341	14	< 0.1%
26354	13	< 0.1%
Other values (37415)	38531	44.5%
(Missing)	47710	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	72	0.1%
2	27	< 0.1%
3	37	< 0.1%
4	17	< 0.1%
5	30	< 0.1%
6	14	< 0.1%
7	6	< 0.1%
8	5	< 0.1%
9	12	< 0.1%
10	12	< 0.1%

Value	Count	Frequency (%)
1240777000	1	< 0.1%
1240413000	1	< 0.1%
1239706000	1	< 0.1%
1239570000	1	< 0.1%
1239171000	1	< 0.1%
1234540000	1	< 0.1%
1232543000	1	< 0.1%
1228340000	1	< 0.1%
1227387000	1	< 0.1%
1224450000	1	< 0.1%

daily_vaccinations_raw
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	27692
Distinct (%)	78.3%
Missing	51150
Missing (%)	59.1%
Infinite	0
Infinite (%)	0.0%
Mean	270599.58

Minimum	0
Maximum	24741000
Zeros	381
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	0
5-th percentile	222
Q1	4668
median	25309
Q3	123492.5
95-th percentile	913195.8
Maximum	24741000
Range	24741000
Interquartile range (IQR)	118824.5

Descriptive statistics

Standard deviation	1212426.6
Coefficient of variation (CV)	4.4805192
Kurtosis	130.51895
Mean	270599.58
Median Absolute Deviation (MAD)	24315
Skewness	10.262703
Sum	9.5689423 × 10⁹
Variance	1.4699783 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	381	0.4%
1	67	0.1%
4	26	< 0.1%
2	22	< 0.1%
5	22	< 0.1%
3	20	< 0.1%
17	18	< 0.1%
1208	18	< 0.1%
19	17	< 0.1%
7	17	< 0.1%
Other values (27682)	34754	40.2%
(Missing)	51150	59.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	381	0.4%
1	67	0.1%
2	22	< 0.1%
3	20	< 0.1%
4	26	< 0.1%
5	22	< 0.1%
6	10	< 0.1%
7	17	< 0.1%
8	12	< 0.1%
9	14	< 0.1%

Value	Count	Frequency (%)
24741000	1	< 0.1%
24119000	1	< 0.1%
23605000	1	< 0.1%
23162000	1	< 0.1%
22918000	1	< 0.1%
22296000	1	< 0.1%
22039000	1	< 0.1%
21502000	1	< 0.1%
21425000	1	< 0.1%
21240000	1	< 0.1%

daily_vaccinations
Real number (ℝ)

Distinct	40516
Distinct (%)	47.0%
Missing	299
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	131305.49

Minimum	0
Maximum	22424286
Zeros	432
Zeros (%)	0.5%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	0
5-th percentile	51
Q1	900
median	7343
Q3	44098
95-th percentile	458403.8
Maximum	22424286
Range	22424286
Interquartile range (IQR)	43198

Descriptive statistics

Standard deviation	768238.77
Coefficient of variation (CV)	5.8507744
Kurtosis	301.45352
Mean	131305.49
Median Absolute Deviation (MAD)	7222
Skewness	15.400852
Sum	1.132024 × 10¹⁰
Variance	5.9019081 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	432	0.5%
2	395	0.5%
14	238	0.3%
196	187	0.2%
41369	182	0.2%
22369	177	0.2%
17	162	0.2%
1	157	0.2%
114	136	0.2%
608	130	0.2%
Other values (40506)	84017	97.1%
(Missing)	299	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	432	0.5%
1	157	0.2%
2	395	0.5%
3	89	0.1%
4	129	0.1%
5	69	0.1%
6	91	0.1%
7	97	0.1%
8	57	0.1%
9	40	< 0.1%

Value	Count	Frequency (%)
22424286	1	< 0.1%
22366286	1	< 0.1%
22105857	1	< 0.1%
21998714	1	< 0.1%
21993000	1	< 0.1%
21935429	1	< 0.1%
21536000	1	< 0.1%
21253286	1	< 0.1%
21124714	1	< 0.1%
20801429	1	< 0.1%

total_vaccinations_per_hundred
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	17881
Distinct (%)	41.0%
Missing	42905
Missing (%)	49.6%
Infinite	0
Infinite (%)	0.0%
Mean	80.188543

Minimum	0
Maximum	345.37
Zeros	254
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.76
Q1	16.05
median	67.52
Q3	132.735
95-th percentile	204.19
Maximum	345.37
Range	345.37
Interquartile range (IQR)	116.685

Descriptive statistics

Standard deviation	67.913577
Coefficient of variation (CV)	0.84692369
Kurtosis	-0.58787677
Mean	80.188543
Median Absolute Deviation (MAD)	56.63
Skewness	0.58326715
Sum	3496781.8
Variance	4612.2539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	254	0.3%
0.01	102	0.1%
0.02	77	0.1%
0.07	55	0.1%
0.05	54	0.1%
0.06	53	0.1%
0.03	53	0.1%
0.04	50	0.1%
0.09	50	0.1%
0.1	45	0.1%
Other values (17871)	42814	49.5%
(Missing)	42905	49.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	254	0.3%
0.01	102	0.1%
0.02	77	0.1%
0.03	53	0.1%
0.04	50	0.1%
0.05	54	0.1%
0.06	53	0.1%
0.07	55	0.1%
0.08	35	< 0.1%
0.09	50	0.1%

Value	Count	Frequency (%)
345.37	1	< 0.1%
343.85	1	< 0.1%
343.06	1	< 0.1%
342.15	1	< 0.1%
341.34	1	< 0.1%
340.67	1	< 0.1%
340.09	1	< 0.1%
339.62	1	< 0.1%
338.97	1	< 0.1%
337.54	1	< 0.1%

people_vaccinated_per_hundred
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9078
Distinct (%)	22.0%
Missing	45218
Missing (%)	52.3%
Infinite	0
Infinite (%)	0.0%
Mean	40.927317

Minimum	0
Maximum	124.76
Zeros	243
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.67
Q1	11.37
median	41.435
Q3	67.91
95-th percentile	83.02
Maximum	124.76
Range	124.76
Interquartile range (IQR)	56.54

Descriptive statistics

Standard deviation	29.290759
Coefficient of variation (CV)	0.71567746
Kurtosis	-1.311707
Mean	40.927317
Median Absolute Deviation (MAD)	28.115
Skewness	0.067131506
Sum	1690052.6
Variance	857.94854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	243	0.3%
0.01	106	0.1%
0.02	74	0.1%
0.07	67	0.1%
3.5	62	0.1%
0.05	53	0.1%
0.03	52	0.1%
0.06	49	0.1%
0.04	49	0.1%
0.09	48	0.1%
Other values (9068)	40491	46.8%
(Missing)	45218	52.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	243	0.3%
0.01	106	0.1%
0.02	74	0.1%
0.03	52	0.1%
0.04	49	0.1%
0.05	53	0.1%
0.06	49	0.1%
0.07	67	0.1%
0.08	33	< 0.1%
0.09	48	0.1%

Value	Count	Frequency (%)
124.76	1	< 0.1%
124.75	1	< 0.1%
124.74	2	< 0.1%
124.7	1	< 0.1%
124.69	1	< 0.1%
124.66	2	< 0.1%
124.65	1	< 0.1%
124.6	1	< 0.1%
124.57	1	< 0.1%
124.37	1	< 0.1%

people_fully_vaccinated_per_hundred
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	8772
Distinct (%)	22.6%
Missing	47710
Missing (%)	55.1%
Infinite	0
Infinite (%)	0.0%
Mean	35.523243

Minimum	0
Maximum	122.37
Zeros	598
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.23
Q1	7.02
median	31.75
Q3	62.08
95-th percentile	78.87
Maximum	122.37
Range	122.37
Interquartile range (IQR)	55.06

Descriptive statistics

Standard deviation	28.376252
Coefficient of variation (CV)	0.79880803
Kurtosis	-1.2102774
Mean	35.523243
Median Absolute Deviation (MAD)	26.92
Skewness	0.27785228
Sum	1378372.9
Variance	805.21167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	598	0.7%
0.01	186	0.2%
0.02	115	0.1%
0.04	97	0.1%
0.08	92	0.1%
0.03	89	0.1%
0.07	68	0.1%
0.06	68	0.1%
0.05	62	0.1%
0.29	53	0.1%
Other values (8762)	37374	43.2%
(Missing)	47710	55.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	598	0.7%
0.01	186	0.2%
0.02	115	0.1%
0.03	89	0.1%
0.04	97	0.1%
0.05	62	0.1%
0.06	68	0.1%
0.07	68	0.1%
0.08	92	0.1%
0.09	49	0.1%

Value	Count	Frequency (%)
122.37	1	< 0.1%
122.3	1	< 0.1%
122.06	1	< 0.1%
122.05	1	< 0.1%
122.01	1	< 0.1%
121.99	1	< 0.1%
121.67	1	< 0.1%
121.6	1	< 0.1%
121.59	1	< 0.1%
121.57	1	< 0.1%

daily_vaccinations_per_million
Real number (ℝ)

Distinct	12405
Distinct (%)	14.4%
Missing	299
Missing (%)	0.3%
Infinite	0
Infinite (%)	0.0%
Mean	3257.0492

Minimum	0
Maximum	117497
Zeros	495
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	676.0 KiB

Quantile statistics

Minimum	0
5-th percentile	61
Q1	636
median	2050
Q3	4682
95-th percentile	9940.4
Maximum	117497
Range	117497
Interquartile range (IQR)	4046

Descriptive statistics

Standard deviation	3934.3124
Coefficient of variation (CV)	1.2079377
Kurtosis	68.136795
Mean	3257.0492
Median Absolute Deviation (MAD)	1674
Skewness	4.8388261
Sum	2.8079998 × 10⁸
Variance	15478814
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	495	0.6%
184	225	0.3%
501	192	0.2%
607	188	0.2%
6762	186	0.2%
22	165	0.2%
176	163	0.2%
4	158	0.2%
7412	148	0.2%
43	146	0.2%
Other values (12395)	84147	97.3%
(Missing)	299	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	495	0.6%
1	71	0.1%
2	92	0.1%
3	112	0.1%
4	158	0.2%
5	144	0.2%
6	58	0.1%
7	72	0.1%
8	79	0.1%
9	77	0.1%

Value	Count	Frequency (%)
117497	1	< 0.1%
117410	1	< 0.1%
110205	1	< 0.1%
109282	1	< 0.1%
101235	1	< 0.1%
92926	1	< 0.1%
83086	1	< 0.1%
78604	1	< 0.1%
73854	1	< 0.1%
72868	1	< 0.1%

vaccines
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	84
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	676.0 KiB

Johnson&Johnson, Moderna, Oxford/AstraZeneca, Pfizer/BioNTech	7608
Moderna, Oxford/AstraZeneca, Pfizer/BioNTech	6263
Oxford/AstraZeneca	6022
Oxford/AstraZeneca, Pfizer/BioNTech	4629
Johnson&Johnson, Moderna, Novavax, Oxford/AstraZeneca, Pfizer/BioNTech	3564
Other values (79)	58426

Length

Max length	122
Median length	90
Mean length	53.587595
Min length	7

Characters and Unicode

Total characters	4635970
Distinct characters	52
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing
2nd row	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing
3rd row	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing
4th row	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing
5th row	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing

Common Values

Value	Count	Frequency (%)
Johnson&Johnson, Moderna, Oxford/AstraZeneca, Pfizer/BioNTech	7608	8.8%
Moderna, Oxford/AstraZeneca, Pfizer/BioNTech	6263	7.2%
Oxford/AstraZeneca	6022	7.0%
Oxford/AstraZeneca, Pfizer/BioNTech	4629	5.4%
Johnson&Johnson, Moderna, Novavax, Oxford/AstraZeneca, Pfizer/BioNTech	3564	4.1%
Johnson&Johnson, Oxford/AstraZeneca, Sinopharm/Beijing	2484	2.9%
Moderna, Pfizer/BioNTech	2309	2.7%
Pfizer/BioNTech	2271	2.6%
Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing, Sputnik V	2041	2.4%
Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	2030	2.3%
Other values (74)	47291	54.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
oxford/astrazeneca	71331	21.1%
pfizer/biontech	64193	19.0%
moderna	37417	11.1%
johnson&johnson	35949	10.6%
sinopharm/beijing	34638	10.3%
sputnik	26176	7.7%
v	23060	6.8%
sinovac	19892	5.9%
novavax	4935	1.5%
covaxin	3435	1.0%
Other values (19)	16769	5.0%

Most occurring characters

Value	Count	Frequency (%)
o	388067	8.4%
n	383018	8.3%
e	346528	7.5%
i	290775	6.3%
r	284022	6.1%
a	264567	5.7%
	251283	5.4%
,	223542	4.8%
h	175683	3.8%
/	171081	3.7%
Other values (42)	1857404	40.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3191493	68.8%
Uppercase Letter	755536	16.3%
Other Punctuation	430572	9.3%
Space Separator	251283	5.4%
Decimal Number	7086	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	388067	12.2%
n	383018	12.0%
e	346528	10.9%
i	290775	9.1%
r	284022	8.9%
a	264567	8.3%
h	175683	5.5%
c	157130	4.9%
s	143964	4.5%
f	135524	4.2%
Other values (13)	622215	19.5%

Uppercase Letter

Value	Count	Frequency (%)
B	99246	13.1%
S	86960	11.5%
A	74069	9.8%
Z	72339	9.6%
J	71898	9.5%
O	71746	9.5%
N	69128	9.1%
P	64928	8.6%
T	64634	8.6%
M	37791	5.0%
Other values (12)	42797	5.7%

Other Punctuation

Value	Count	Frequency (%)
,	223542	51.9%
/	171081	39.7%
&	35949	8.3%

Decimal Number

Value	Count	Frequency (%)
0	3543	50.0%
2	2535	35.8%
1	1008	14.2%

Space Separator

Value	Count	Frequency (%)
	251283	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3947029	85.1%
Common	688941	14.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	388067	9.8%
n	383018	9.7%
e	346528	8.8%
i	290775	7.4%
r	284022	7.2%
a	264567	6.7%
h	175683	4.5%
c	157130	4.0%
s	143964	3.6%
f	135524	3.4%
Other values (35)	1377751	34.9%

Common

Value	Count	Frequency (%)
	251283	36.5%
,	223542	32.4%
/	171081	24.8%
&	35949	5.2%
0	3543	0.5%
2	2535	0.4%
1	1008	0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4635970	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	388067	8.4%
n	383018	8.3%
e	346528	7.5%
i	290775	6.3%
r	284022	6.1%
a	264567	5.7%
	251283	5.4%
,	223542	4.8%
h	175683	3.8%
/	171081	3.7%
Other values (42)	1857404	40.1%

source_name
Categorical

HIGH CARDINALITY HIGH CORRELATION

Distinct	81
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	676.0 KiB

World Health Organization	26822
Ministry of Health	15027
SPC Public Health Division	4300
Pan American Health Organization	3075
Africa Centres for Disease Control and Prevention	2780
Other values (76)	34508

Length

Max length	70
Median length	63
Mean length	27.46612
Min length	9

Characters and Unicode

Total characters	2376149
Distinct characters	57
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	World Health Organization
2nd row	World Health Organization
3rd row	World Health Organization
4th row	World Health Organization
5th row	World Health Organization

Common Values

Value	Count	Frequency (%)
World Health Organization	26822	31.0%
Ministry of Health	15027	17.4%
SPC Public Health Division	4300	5.0%
Pan American Health Organization	3075	3.6%
Africa Centres for Disease Control and Prevention	2780	3.2%
Government of the United Kingdom	2215	2.6%
Federal Office of Public Health	926	1.1%
Ministry of Public Health	871	1.0%
Norwegian Institute of Public Health	482	0.6%
National Health Service	480	0.6%
Other values (71)	29534	34.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
health	60591	18.6%
of	36925	11.4%
organization	29897	9.2%
world	26822	8.3%
ministry	18434	5.7%
government	14035	4.3%
public	8758	2.7%
via	6469	2.0%
for	6190	1.9%
and	6125	1.9%
Other values (143)	110728	34.1%

Most occurring characters

Value	Count	Frequency (%)
	238462	10.0%
a	201508	8.5%
i	187171	7.9%
n	181727	7.6%
t	176777	7.4%
e	173900	7.3%
o	169322	7.1%
r	149893	6.3%
l	118589	5.0%
h	69227	2.9%
Other values (47)	709573	29.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1846579	77.7%
Uppercase Letter	272491	11.5%
Space Separator	238462	10.0%
Other Punctuation	9406	0.4%
Decimal Number	5787	0.2%
Dash Punctuation	3424	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	201508	10.9%
i	187171	10.1%
n	181727	9.8%
t	176777	9.6%
e	173900	9.4%
o	169322	9.2%
r	149893	8.1%
l	118589	6.4%
h	69227	3.7%
s	56987	3.1%
Other values (15)	361478	19.6%

Uppercase Letter

Value	Count	Frequency (%)
H	62469	22.9%
O	33448	12.3%
W	27273	10.0%
M	23023	8.4%
P	21032	7.7%
C	19456	7.1%
G	17458	6.4%
S	13668	5.0%
D	12620	4.6%
A	9121	3.3%
Other values (13)	32923	12.1%

Other Punctuation

Value	Count	Frequency (%)
.	5220	55.5%
/	2060	21.9%
,	889	9.5%
'	825	8.8%
:	412	4.4%

Decimal Number

Value	Count	Frequency (%)
1	3112	53.8%
9	2675	46.2%

Space Separator

Value	Count	Frequency (%)
	238462	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	3424	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2119070	89.2%
Common	257079	10.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	201508	9.5%
i	187171	8.8%
n	181727	8.6%
t	176777	8.3%
e	173900	8.2%
o	169322	8.0%
r	149893	7.1%
l	118589	5.6%
h	69227	3.3%
H	62469	2.9%
Other values (38)	628487	29.7%

Common

Value	Count	Frequency (%)
	238462	92.8%
.	5220	2.0%
-	3424	1.3%
1	3112	1.2%
9	2675	1.0%
/	2060	0.8%
,	889	0.3%
'	825	0.3%
:	412	0.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2376149	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	238462	10.0%
a	201508	8.5%
i	187171	7.9%
n	181727	7.6%
t	176777	7.4%
e	173900	7.3%
o	169322	7.1%
r	149893	6.3%
l	118589	5.0%
h	69227	2.9%
Other values (47)	709573	29.9%

source_website
Categorical

Distinct	119
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	676.0 KiB

https://covid19.who.int/	25951
https://ais.paho.org/imm/IM_DosisAdmin-Vacunacion.asp	4677
https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=SPC2&df[id]=DF_COVID_VACCINATION&df[ag]=SPC&df[vs]=1.0	4382
https://africacdc.org/covid-19-vaccination/	2239
https://coronavirus.data.gov.uk/details/vaccinations	2215
Other values (114)	47048

Length

Max length	248
Median length	132
Mean length	50.277071
Min length	16

Characters and Unicode

Total characters	4349570
Distinct characters	74
Distinct categories	9 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	https://covid19.who.int/
2nd row	https://covid19.who.int/
3rd row	https://covid19.who.int/
4th row	https://covid19.who.int/
5th row	https://covid19.who.int/

Common Values

Value	Count	Frequency (%)
https://covid19.who.int/	25951	30.0%
https://ais.paho.org/imm/IM_DosisAdmin-Vacunacion.asp	4677	5.4%
https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=SPC2&df[id]=DF_COVID_VACCINATION&df[ag]=SPC&df[vs]=1.0	4382	5.1%
https://africacdc.org/covid-19-vaccination/	2239	2.6%
https://coronavirus.data.gov.uk/details/vaccinations	2215	2.6%
https://github.com/folkehelseinstituttet/surveillance_data	482	0.6%
https://data.gov.lv/dati/eng/dataset/covid19-vakcinacijas	480	0.6%
https://covid19.ssi.dk/overvagningsdata/download-fil-med-vaccinationsdata	476	0.6%
https://data.cdc.gov/Vaccinations/COVID-19-Vaccination-Trends-in-the-United-States-N/rh2h-3yt2	471	0.5%
https://covid19tracker.ca/vaccinationtracker.html	470	0.5%
Other values (109)	44669	51.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
https://covid19.who.int	25951	30.0%
https://ais.paho.org/imm/im_dosisadmin-vacunacion.asp	4677	5.4%
https://stats.pacificdata.org/vis?tm=covid&pg=0&df[ds]=spc2&df[id]=df_covid_vaccination&df[ag]=spc&df[vs]=1.0	4382	5.1%
https://africacdc.org/covid-19-vaccination	2239	2.6%
https://coronavirus.data.gov.uk/details/vaccinations	2215	2.6%
https://github.com/folkehelseinstituttet/surveillance_data	482	0.6%
https://data.gov.lv/dati/eng/dataset/covid19-vakcinacijas	480	0.6%
https://covid19.ssi.dk/overvagningsdata/download-fil-med-vaccinationsdata	476	0.6%
https://data.cdc.gov/vaccinations/covid-19-vaccination-trends-in-the-united-states-n/rh2h-3yt2	471	0.5%
https://covid19tracker.ca/vaccinationtracker.html	470	0.5%
Other values (109)	44669	51.6%

Most occurring characters

Value	Count	Frequency (%)
t	346616	8.0%
/	339364	7.8%
i	257257	5.9%
o	245368	5.6%
s	241797	5.6%
a	239086	5.5%
c	197005	4.5%
.	195192	4.5%
d	160752	3.7%
h	154074	3.5%
Other values (64)	1973059	45.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2943428	67.7%
Other Punctuation	652199	15.0%
Decimal Number	297345	6.8%
Uppercase Letter	262350	6.0%
Dash Punctuation	97596	2.2%
Connector Punctuation	31324	0.7%
Math Symbol	29522	0.7%
Close Punctuation	17903	0.4%
Open Punctuation	17903	0.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	346616	11.8%
i	257257	8.7%
o	245368	8.3%
s	241797	8.2%
a	239086	8.1%
c	197005	6.7%
d	160752	5.5%
h	154074	5.2%
n	148896	5.1%
p	143175	4.9%
Other values (16)	809402	27.5%

Uppercase Letter

Value	Count	Frequency (%)
C	34889	13.3%
I	26946	10.3%
D	23154	8.8%
A	22952	8.7%
V	21968	8.4%
O	16571	6.3%
P	14361	5.5%
N	14259	5.4%
S	13882	5.3%
T	11445	4.4%
Other values (16)	61923	23.6%

Decimal Number

Value	Count	Frequency (%)
1	75649	25.4%
9	67253	22.6%
0	37079	12.5%
2	32343	10.9%
3	22466	7.6%
4	18917	6.4%
8	11904	4.0%
7	11547	3.9%
5	11409	3.8%
6	8778	3.0%

Other Punctuation

Value	Count	Frequency (%)
/	339364	52.0%
.	195192	29.9%
:	86917	13.3%
&	23062	3.5%
?	6460	1.0%
%	750	0.1%
#	454	0.1%

Dash Punctuation

Value	Count	Frequency (%)
-	97596	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	31324	100.0%

Math Symbol

Value	Count	Frequency (%)
=	29522	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	17903	100.0%

Open Punctuation

Value	Count	Frequency (%)
[	17903	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3205778	73.7%
Common	1143792	26.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	346616	10.8%
i	257257	8.0%
o	245368	7.7%
s	241797	7.5%
a	239086	7.5%
c	197005	6.1%
d	160752	5.0%
h	154074	4.8%
n	148896	4.6%
p	143175	4.5%
Other values (42)	1071752	33.4%

Common

Value	Count	Frequency (%)
/	339364	29.7%
.	195192	17.1%
-	97596	8.5%
:	86917	7.6%
1	75649	6.6%
9	67253	5.9%
0	37079	3.2%
2	32343	2.8%
_	31324	2.7%
=	29522	2.6%
Other values (12)	151553	13.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4349570	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	346616	8.0%
/	339364	7.8%
i	257257	5.9%
o	245368	5.6%
s	241797	5.6%
a	239086	5.5%
c	197005	4.5%
.	195192	4.5%
d	160752	3.7%
h	154074	3.5%
Other values (64)	1973059	45.4%

Auto

Heatmap
Table

	total_vaccinations	people_vaccinated	people_fully_vaccinated	daily_vaccinations_raw	daily_vaccinations	total_vaccinations_per_hundred	people_vaccinated_per_hundred	people_fully_vaccinated_per_hundred	daily_vaccinations_per_million	vaccines	source_name
total_vaccinations	1.000	0.995	0.984	0.762	0.840	0.516	0.520	0.443	0.334	0.351	0.391
people_vaccinated	0.995	1.000	0.969	0.798	0.871	0.451	0.463	0.372	0.325	0.449	0.481
people_fully_vaccinated	0.984	0.969	1.000	0.688	0.770	0.525	0.527	0.522	0.266	0.419	0.457
daily_vaccinations_raw	0.762	0.798	0.688	1.000	0.940	0.090	0.120	-0.000	0.447	0.297	0.300
daily_vaccinations	0.840	0.871	0.770	0.940	1.000	0.127	0.155	0.035	0.452	0.301	0.306
total_vaccinations_per_hundred	0.516	0.451	0.525	0.090	0.127	1.000	0.987	0.985	0.352	0.269	0.275
people_vaccinated_per_hundred	0.520	0.463	0.527	0.120	0.155	0.987	1.000	0.973	0.393	0.295	0.393
people_fully_vaccinated_per_hundred	0.443	0.372	0.522	-0.000	0.035	0.985	0.973	1.000	0.212	0.276	0.405
daily_vaccinations_per_million	0.334	0.325	0.266	0.447	0.452	0.352	0.393	0.212	1.000	0.088	0.150
vaccines	0.351	0.449	0.419	0.297	0.301	0.269	0.295	0.276	0.088	1.000	0.618
source_name	0.391	0.481	0.457	0.300	0.306	0.275	0.393	0.405	0.150	0.618	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	country	iso_code	date	total_vaccinations	people_vaccinated	people_fully_vaccinated	daily_vaccinations_raw	daily_vaccinations	total_vaccinations_per_hundred	people_vaccinated_per_hundred	people_fully_vaccinated_per_hundred	daily_vaccinations_per_million	vaccines	source_name	source_website
0	Afghanistan	AFG	2021-02-22	0.0	0.0	NaN	NaN	NaN	0.00	0.00	NaN	NaN	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
1	Afghanistan	AFG	2021-02-23	NaN	NaN	NaN	NaN	1367.0	NaN	NaN	NaN	34.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
2	Afghanistan	AFG	2021-02-24	NaN	NaN	NaN	NaN	1367.0	NaN	NaN	NaN	34.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
3	Afghanistan	AFG	2021-02-25	NaN	NaN	NaN	NaN	1367.0	NaN	NaN	NaN	34.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
4	Afghanistan	AFG	2021-02-26	NaN	NaN	NaN	NaN	1367.0	NaN	NaN	NaN	34.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
5	Afghanistan	AFG	2021-02-27	NaN	NaN	NaN	NaN	1367.0	NaN	NaN	NaN	34.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
6	Afghanistan	AFG	2021-02-28	8200.0	8200.0	NaN	NaN	1367.0	0.02	0.02	NaN	34.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
7	Afghanistan	AFG	2021-03-01	NaN	NaN	NaN	NaN	1580.0	NaN	NaN	NaN	40.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
8	Afghanistan	AFG	2021-03-02	NaN	NaN	NaN	NaN	1794.0	NaN	NaN	NaN	45.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/
9	Afghanistan	AFG	2021-03-03	NaN	NaN	NaN	NaN	2008.0	NaN	NaN	NaN	50.0	Johnson&Johnson, Oxford/AstraZeneca, Pfizer/BioNTech, Sinopharm/Beijing	World Health Organization	https://covid19.who.int/

	country	iso_code	date	total_vaccinations	people_vaccinated	people_fully_vaccinated	daily_vaccinations_raw	daily_vaccinations	total_vaccinations_per_hundred	people_vaccinated_per_hundred	people_fully_vaccinated_per_hundred	daily_vaccinations_per_million	vaccines	source_name	source_website
86502	Zimbabwe	ZWE	2022-03-20	8210637.0	4418956.0	3444793.0	2915.0	30641.0	54.40	29.28	22.83	2030.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86503	Zimbabwe	ZWE	2022-03-21	8230061.0	4432618.0	3446894.0	19424.0	9630.0	54.53	29.37	22.84	638.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86504	Zimbabwe	ZWE	2022-03-22	8313471.0	4503937.0	3450864.0	83410.0	19990.0	55.08	29.84	22.87	1325.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86505	Zimbabwe	ZWE	2022-03-23	8414477.0	4589712.0	3455926.0	101006.0	32456.0	55.75	30.41	22.90	2151.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86506	Zimbabwe	ZWE	2022-03-24	8552429.0	4704720.0	3461926.0	137952.0	51151.0	56.67	31.17	22.94	3389.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86507	Zimbabwe	ZWE	2022-03-25	8691642.0	4814582.0	3473523.0	139213.0	69579.0	57.59	31.90	23.02	4610.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86508	Zimbabwe	ZWE	2022-03-26	8791728.0	4886242.0	3487962.0	100086.0	83429.0	58.25	32.38	23.11	5528.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86509	Zimbabwe	ZWE	2022-03-27	8845039.0	4918147.0	3493763.0	53311.0	90629.0	58.61	32.59	23.15	6005.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86510	Zimbabwe	ZWE	2022-03-28	8934360.0	4975433.0	3501493.0	89321.0	100614.0	59.20	32.97	23.20	6667.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd
86511	Zimbabwe	ZWE	2022-03-29	9039729.0	5053114.0	3510256.0	105369.0	103751.0	59.90	33.48	23.26	6874.0	Oxford/AstraZeneca, Sinopharm/Beijing, Sinovac, Sputnik V	Ministry of Health	https://www.arcgis.com/home/webmap/viewer.html?url=https://services9.arcgis.com/DnERH4rcjw7NU6lv/ArcGIS/rest/services/Vaccine_Distribution_Program/FeatureServer&source=sd

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Open Punctuation

Close Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Decimal Number

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common